Data Structures & Algorithms Using C++ from edX

Understanding various data structures and algorithms is the foundation of modern programming.

In this self-paced course you will learn about the characteristics of commonly used data structures and algorithms and how to implement them to be able to conduct efficiency analyses in C++ from scratch.

To solve real-world problems efficiently, advanced C++ programs are developed using pointers, dynamic storage, and linear and non-linear data structures. You will gain experience with a variety of algorithm types like recursion, searching, sorting, dynamic programming, greedy, and divide and conquer, which are required to build efficient programs. You will also learn how to measure the efficiency of the program you have written. After completing the course, you will be able to systematically approach coding problems in a step-by-step manner.

There are several implementations that are presented in the development of each data structure. As you solve problems ranging from easy to difficult that address different data structures, you will learn how to select and program various data structures and apply the most suitable algorithms to solve a particular problem.

Solving problems that require different data structures will help you understand the strengths and weaknesses of common data structures and teach you how to choose the right combinations of data structures and algorithms for efficiently solving problems.

What you'll learn

● Different data structures, abstract data types and their applications

● How to implement linear and non-linear data structures

● How to implement stack and queue abstract data types using arrays and linked lists

● How to analyze the efficiency of various algorithms – time and space complexity

● How to implement linear and binary search algorithms and their efficiency analysis

● Different sorting algorithms and their implementations

● Problem solving using iterative, recursive algorithms, their efficiency analysis and understand various algorithm design strategies

What's inside

Syllabus

Introduction to data structures & algorithm involving problem solving, algorithm concept, abstract data types, arrays and linked list.

Introduction to stack and queue data structure, its operations and implementation using arrays and linked lists.

Analysis of various algorithms, learn how to measure algorithm efficiency, time and space complexity, best, average and worst case analysis.

Understand various searching techniques, linear and binary search algorithms, their efficiency analysis and implementation.

Introduction to various sorting algorithms – Bubble sort, insertion sort, merge sort, quick sort and heap sort, its implementation and efficiency analysis.

Understand various non-linear data structures - Tree. Its real-time applications, implementation, tree traversals and its functionalities. Implementation of Binary Search Tree

Understand and learn graph data structure. Different types of graph , their implementation and other operations.

Understand various Algorithm Design Strategies.

Recursive, Greedy, Dive and Conquer and Dynamic Programming

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Develops knowledge of data structures and design algorithms

Covers various data structures and algorithms, allowing learners to choose the right combination for problem-solving

Provides a step-by-step approach to coding problems, helping learners understand the process

Taught by educators, providing credibility to the course material

Requires no prerequisites, making it accessible to learners with varying backgrounds

Designed for self-paced learning, allowing learners to progress at their own pace

Career center

Learners who complete Data Structures & Algorithms Using C++ will develop knowledge and skills that may be useful to these careers:

Computer Programmer

Computer Programmers write, test, and maintain computer programs. They work in many industries, including business, healthcare, education, and manufacturing. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Computer Programmers by teaching them how to design and implement efficient programs using data structures and algorithms.

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Software Developer

Software Developers design, develop, test, implement, and maintain software for computer systems. They work in many industries, including business, healthcare, education, and manufacturing. The “Data Structures & Algorithms Using C++” course from IBM can help those who want to become Software Developers by teaching them how to design and implement efficient software using data structures and algorithms.

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Application Developer

Application Developers create, design, and deploy software applications. These applications may be for personal or business use and can be used on a variety of devices, including computers, phones, and tablets. The “Data Structures & Algorithms Using C++” course from IBM can help those who want to become Application Developers by teaching them how to design and implement efficient applications using data structures and algorithms.

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Computer Systems Analyst

Computer Systems Analysts study a company or organization’s current computer systems and procedures and provide recommendations on how to improve them. They work with many different people, including users, programmers, and managers. The “Data Structures & Algorithms Using C++” course from IBM may be helpful to those who want to become Computer Systems Analysts by teaching them how to analyze systems and design efficient solutions using data structures and algorithms.

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Computer Scientist

Computer Scientists analyze, design, develop, test, maintain and manage computer systems. They design software and study the theory and principles behind computers. They work in research, development, testing, installation, and technical support. The “Data Structures & Algorithms Using C++” course from IBM helps build a foundation for those interested in this field by teaching students how to analyze and design systems using data structures and algorithms, as well as how to implement these systems using C++.

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Software Engineer

Software Engineers apply engineering principles to software development. They design, develop, test, and maintain software systems. They work in many industries, including business, healthcare, education, and manufacturing. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Software Engineers by teaching them how to design and implement efficient software systems using data structures and algorithms.

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Data Scientist

Data Scientists use data to solve problems and make predictions. They work in many industries, including business, healthcare, education, and manufacturing. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Data Scientists by teaching them how to analyze data and design efficient solutions using data structures and algorithms.

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Systems Analyst

Systems Analysts study a company or organization’s current computer systems and procedures and provide recommendations on how to improve them. They work with many different people, including users, programmers, and managers. The “Data Structures & Algorithms Using C++” course from IBM may be helpful to those who want to become Systems Analysts by teaching them how to analyze systems and design efficient solutions using data structures and algorithms.

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Data Analyst

Data Analysts collect, analyze, and interpret data to help businesses make better decisions. They use statistical and analytical techniques to identify trends and patterns in data and use this information to create reports and recommendations. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those interested in Data Analysis, as it teaches students how to analyze data and design efficient solutions using data structures and algorithms.

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Quality Assurance Analyst

Quality Assurance Analysts test software to ensure that it is free of defects and meets the needs of users. They work with developers and testers to identify and fix problems. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Quality Assurance Analysts by teaching them how to analyze and design efficient test cases using data structures and algorithms.

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Information Security Analyst

Information Security Analysts plan and implement security measures to protect an organization’s computer systems and networks. They work with many different people, including users, programmers, and managers. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Information Security Analysts by teaching them how to design and implement efficient security measures using data structures and algorithms.

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Network Administrator

Network Administrators manage and maintain computer networks. They ensure that networks are running smoothly and that data is secure and accessible. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Network Administrators by teaching them how to design and implement efficient networks using data structures and algorithms.

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Database Administrator

Database Administrators maintain and administer databases, which are used to store and organize data. They ensure that databases are running smoothly and that data is secure and accessible. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those interested in Database Administration, as it teaches students how to design and implement efficient databases using data structures and algorithms.

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Game Developer

Game Developers design, develop, and test video games. They work with artists, programmers, and testers to create games that are both entertaining and challenging. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Game Developers by teaching them how to design and implement efficient game engines using data structures and algorithms.

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Web Developer

Web Developers design, develop, and maintain websites. They work with designers and programmers to create websites that are both visually appealing and functional. The “Data Structures & Algorithms Using C++” course from IBM may be helpful for those who want to become Web Developers by teaching them how to design and implement efficient websites using data structures and algorithms.

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